Pandas Profiling Report

Dataset statistics

Number of variables	31
Number of observations	142921
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	33.8 MiB
Average record size in memory	248.0 B

Variable types

Categorical	2
Numeric	29

Warnings

`Id_carr_n` has a high cardinality: 142921 distinct values	High cardinality
`Ind` is highly correlated with `Men` and 18 other fields	High correlation
`Men` is highly correlated with `Ind` and 18 other fields	High correlation
`Men_pauv` is highly correlated with `Ind` and 10 other fields	High correlation
`Men_1ind` is highly correlated with `Ind` and 13 other fields	High correlation
`Men_5ind` is highly correlated with `Ind` and 8 other fields	High correlation
`Men_prop` is highly correlated with `Ind` and 12 other fields	High correlation
`Men_fmp` is highly correlated with `Ind` and 17 other fields	High correlation
`Ind_snv` is highly correlated with `Ind` and 16 other fields	High correlation
`Men_surf` is highly correlated with `Ind` and 16 other fields	High correlation
`Men_coll` is highly correlated with `Men` and 3 other fields	High correlation
`Men_mais` is highly correlated with `Men_prop`	High correlation
`Log_70_90` is highly correlated with `Men_surf` and 2 other fields	High correlation
`Ind_0_3` is highly correlated with `Ind` and 12 other fields	High correlation
`Ind_4_5` is highly correlated with `Ind` and 13 other fields	High correlation
`Ind_6_10` is highly correlated with `Ind` and 14 other fields	High correlation
`Ind_11_17` is highly correlated with `Ind` and 16 other fields	High correlation
`Ind_18_24` is highly correlated with `Ind` and 16 other fields	High correlation
`Ind_25_39` is highly correlated with `Ind` and 16 other fields	High correlation
`Ind_40_54` is highly correlated with `Ind` and 18 other fields	High correlation
`Ind_55_64` is highly correlated with `Ind` and 17 other fields	High correlation
`Ind_65_79` is highly correlated with `Ind` and 12 other fields	High correlation
`Ind_80p` is highly correlated with `Ind` and 9 other fields	High correlation
`Ind_inc` is highly correlated with `Ind` and 9 other fields	High correlation
`Ind` is highly skewed (γ1 = 42.13413086)	Skewed
`Men` is highly skewed (γ1 = 45.39335247)	Skewed
`Men_pauv` is highly skewed (γ1 = 31.08605583)	Skewed
`Men_1ind` is highly skewed (γ1 = 43.13298409)	Skewed
`Men_5ind` is highly skewed (γ1 = 29.74646546)	Skewed
`Men_prop` is highly skewed (γ1 = 67.06481219)	Skewed
`Men_fmp` is highly skewed (γ1 = 36.70170808)	Skewed
`Ind_snv` is highly skewed (γ1 = 39.4504905)	Skewed
`Men_surf` is highly skewed (γ1 = 58.95581701)	Skewed
`Men_coll` is highly skewed (γ1 = 23.81722998)	Skewed
`Men_mais` is highly skewed (γ1 = 77.00621993)	Skewed
`Log_av45` is highly skewed (γ1 = 29.14235539)	Skewed
`Log_45_70` is highly skewed (γ1 = 45.3549009)	Skewed
`Log_70_90` is highly skewed (γ1 = 51.64641536)	Skewed
`Log_ap90` is highly skewed (γ1 = 42.58298764)	Skewed
`Log_inc` is highly skewed (γ1 = 45.49002202)	Skewed
`Log_soc` is highly skewed (γ1 = 25.02301776)	Skewed
`Ind_0_3` is highly skewed (γ1 = 27.94668403)	Skewed
`Ind_4_5` is highly skewed (γ1 = 30.62266219)	Skewed
`Ind_6_10` is highly skewed (γ1 = 33.66942361)	Skewed
`Ind_11_17` is highly skewed (γ1 = 39.24576573)	Skewed
`Ind_18_24` is highly skewed (γ1 = 37.30620204)	Skewed
`Ind_25_39` is highly skewed (γ1 = 29.27942206)	Skewed
`Ind_40_54` is highly skewed (γ1 = 42.52525705)	Skewed
`Ind_55_64` is highly skewed (γ1 = 53.39475807)	Skewed
`Ind_65_79` is highly skewed (γ1 = 59.87912626)	Skewed
`Ind_80p` is highly skewed (γ1 = 57.36922218)	Skewed
`Ind_inc` is highly skewed (γ1 = 42.48430137)	Skewed
`Id_carr_n` is uniformly distributed	Uniform
`Id_carr_n` has unique values	Unique
`Men_pauv` has 5877 (4.1%) zeros	Zeros
`Men_5ind` has 13381 (9.4%) zeros	Zeros
`Men_fmp` has 11043 (7.7%) zeros	Zeros
`Men_coll` has 51127 (35.8%) zeros	Zeros
`Men_mais` has 1633 (1.1%) zeros	Zeros
`Log_av45` has 6275 (4.4%) zeros	Zeros
`Log_45_70` has 24499 (17.1%) zeros	Zeros
`Log_70_90` has 7362 (5.2%) zeros	Zeros
`Log_ap90` has 6320 (4.4%) zeros	Zeros
`Log_inc` has 115679 (80.9%) zeros	Zeros
`Log_soc` has 99444 (69.6%) zeros	Zeros
`Ind_0_3` has 10544 (7.4%) zeros	Zeros
`Ind_4_5` has 19058 (13.3%) zeros	Zeros
`Ind_6_10` has 5411 (3.8%) zeros	Zeros
`Ind_11_17` has 2609 (1.8%) zeros	Zeros
`Ind_18_24` has 6695 (4.7%) zeros	Zeros
`Ind_80p` has 6102 (4.3%) zeros	Zeros
`Ind_inc` has 24225 (16.9%) zeros	Zeros

Reproduction

Analysis started	2021-03-18 15:14:40.008884
Analysis finished	2021-03-18 15:16:34.999947
Duration	1 minute and 54.99 seconds
Software version	pandas-profiling v2.10.0
Download configuration	config.yaml

Id_carr_n
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	142921
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

CRS3035RES2000mN2390000E3608000	1
CRS3035RES200mN2317200E3629200	1
CRS3035RES2000mN2972000E3696000	1
CRS3035RES2000mN2564000E3882000	1
CRS3035RES2000mN2834000E3758000	1
Other values (142916)	142916

Length

Max length	32
Median length	31
Mean length	30.82966814
Min length	30

Characters and Unicode

Total characters	4406207
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	142921 ?
Unique (%)	100.0%

Sample

1st row	CRS3035RES1000mN2034000E4252000
2nd row	CRS3035RES1000mN2034000E4253000
3rd row	CRS3035RES1000mN2035000E4252000
4th row	CRS3035RES1000mN2035000E4253000
5th row	CRS3035RES1000mN2044000E4253000

Value	Count	Frequency (%)
CRS3035RES2000mN2390000E3608000	1	< 0.1%
CRS3035RES200mN2317200E3629200	1	< 0.1%
CRS3035RES2000mN2972000E3696000	1	< 0.1%
CRS3035RES2000mN2564000E3882000	1	< 0.1%
CRS3035RES2000mN2834000E3758000	1	< 0.1%
CRS3035RES2000mN2490000E3692000	1	< 0.1%
CRS3035RES2000mN2884000E3442000	1	< 0.1%
CRS3035RES1000mN2336000E3918000	1	< 0.1%
CRS3035RES1000mN2893000E3259000	1	< 0.1%
CRS3035RES200mN2345200E3689000	1	< 0.1%
Other values (142911)	142911	> 99.9%

Histogram of lengths of the category

Value	Count	Frequency (%)
crs3035res1000mn2330000e3673000	1	< 0.1%
crs3035res2000mn2324000e3836000	1	< 0.1%
crs3035res1000mn2833000e3336000	1	< 0.1%
crs3035res1000mn2481000e3477000	1	< 0.1%
crs3035res4000mn2896000e3564000	1	< 0.1%
crs3035res1000mn2314000e3639000	1	< 0.1%
crs3035res1000mn2907000e3753000	1	< 0.1%
crs3035res1000mn2455000e3937000	1	< 0.1%
crs3035res2000mn2558000e3556000	1	< 0.1%
crs3035res2000mn2370000e3848000	1	< 0.1%
Other values (142911)	142911	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
0	1453735	33.0%
3	485777	11.0%
2	297739	6.8%
R	285842	6.5%
S	285842	6.5%
E	285842	6.5%
5	226535	5.1%
C	142921	3.2%
m	142921	3.2%
N	142921	3.2%
Other values (6)	656132	14.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3119918	70.8%
Uppercase Letter	1143368	25.9%
Lowercase Letter	142921	3.2%

Most frequent character per category

Value	Count	Frequency (%)
0	1453735	46.6%
3	485777	15.6%
2	297739	9.5%
5	226535	7.3%
4	139174	4.5%
8	130816	4.2%
6	113186	3.6%
1	105139	3.4%
7	86291	2.8%
9	81526	2.6%

Value	Count	Frequency (%)
R	285842	25.0%
S	285842	25.0%
E	285842	25.0%
C	142921	12.5%
N	142921	12.5%

Value	Count	Frequency (%)
m	142921	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3119918	70.8%
Latin	1286289	29.2%

Most frequent character per script

Value	Count	Frequency (%)
0	1453735	46.6%
3	485777	15.6%
2	297739	9.5%
5	226535	7.3%
4	139174	4.5%
8	130816	4.2%
6	113186	3.6%
1	105139	3.4%
7	86291	2.8%
9	81526	2.6%

Value	Count	Frequency (%)
R	285842	22.2%
S	285842	22.2%
E	285842	22.2%
C	142921	11.1%
m	142921	11.1%
N	142921	11.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4406207	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	1453735	33.0%
3	485777	11.0%
2	297739	6.8%
R	285842	6.5%
S	285842	6.5%
E	285842	6.5%
5	226535	5.1%
C	142921	3.2%
m	142921	3.2%
N	142921	3.2%
Other values (6)	656132	14.9%

Ind
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	7806
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	440.0302685
Minimum	12
Maximum	191932.5
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	12
5-th percentile	33
Q1	71.5
median	156
Q3	381
95-th percentile	1650
Maximum	191932.5
Range	191920.5
Interquartile range (IQR)	309.5

Descriptive statistics

Standard deviation	1340.169403
Coefficient of variation (CV)	3.045630038
Kurtosis	4190.082588
Mean	440.0302685
Median Absolute Deviation (MAD)	105
Skewness	42.13413086
Sum	62889566
Variance	1796054.03
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	789	0.6%
36	781	0.5%
41	764	0.5%
40	753	0.5%
34	752	0.5%
35	734	0.5%
39	730	0.5%
38	723	0.5%
33	706	0.5%
32	703	0.5%
Other values (7796)	135486	94.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	2	< 0.1%
14	3	< 0.1%
15	6	< 0.1%
16	18	< 0.1%
17	27	< 0.1%

Value	Count	Frequency (%)
191932.5	1	< 0.1%
118185.5	1	< 0.1%
103145.5	1	< 0.1%
102778	1	< 0.1%
91791.5	1	< 0.1%

Men
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	9277
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	189.8367399
Minimum	10.5
Maximum	89976.8
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	10.5
5-th percentile	14
Q1	29.2
median	64
Q3	161.1
95-th percentile	722.1
Maximum	89976.8
Range	89966.3
Interquartile range (IQR)	131.9

Descriptive statistics

Standard deviation	599.7830993
Coefficient of variation (CV)	3.159467971
Kurtosis	4838.699235
Mean	189.8367399
Median Absolute Deviation (MAD)	43
Skewness	45.39335247
Sum	27131656.7
Variance	359739.7662
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	1327	0.9%
11	1192	0.8%
13	1092	0.8%
14	1057	0.7%
15	1001	0.7%
16	999	0.7%
18	940	0.7%
20	867	0.6%
17	862	0.6%
19	860	0.6%
Other values (9267)	132724	92.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10.5	1	< 0.1%
10.6	1	< 0.1%
10.7	9	< 0.1%
10.8	105	0.1%
10.9	381	0.3%

Value	Count	Frequency (%)
89976.8	1	< 0.1%
56647.8	1	< 0.1%
46941.4	1	< 0.1%
41716.1	1	< 0.1%
39005.3	1	< 0.1%

Men_pauv
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	2917
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	26.62879773
Minimum	0
Maximum	11101.9
Zeros	5877
Zeros (%)	4.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.9
Q1	3
median	7
Q3	18.2
95-th percentile	99
Maximum	11101.9
Range	11101.9
Interquartile range (IQR)	15.2

Descriptive statistics

Standard deviation	101.6003087
Coefficient of variation (CV)	3.815429811
Kurtosis	2189.361254
Mean	26.62879773
Median Absolute Deviation (MAD)	5
Skewness	31.08605583
Sum	3805814.4
Variance	10322.62273
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	6368	4.5%
1	6198	4.3%
0	5877	4.1%
3	5527	3.9%
4	4723	3.3%
5	4009	2.8%
6	3149	2.2%
7	2709	1.9%
1.9	2323	1.6%
8	2300	1.6%
Other values (2907)	99738	69.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5877	4.1%
0.3	1	< 0.1%
0.5	3	< 0.1%
0.6	31	< 0.1%
0.7	140	0.1%

Value	Count	Frequency (%)
11101.9	1	< 0.1%
8957.6	1	< 0.1%
8013.8	1	< 0.1%
7029.2	1	< 0.1%
6286.2	1	< 0.1%

Men_1ind
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	4919
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	63.91649443
Minimum	0
Maximum	35064.5
Zeros	668
Zeros (%)	0.5%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	2.8
Q1	7
median	16.1
Q3	47
95-th percentile	251
Maximum	35064.5
Range	35064.5
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	236.4032969
Coefficient of variation (CV)	3.69862739
Kurtosis	4510.359121
Mean	63.91649443
Median Absolute Deviation (MAD)	11.3
Skewness	43.13298409
Sum	9135009.3
Variance	55886.51881
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	2900	2.0%
3	2840	2.0%
4	2839	2.0%
6	2662	1.9%
7	2368	1.7%
8	2262	1.6%
2	2146	1.5%
9	1996	1.4%
10	1831	1.3%
11	1693	1.2%
Other values (4909)	119384	83.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	668	0.5%
0.5	1	< 0.1%
0.6	5	< 0.1%
0.7	24	< 0.1%
0.8	85	0.1%

Value	Count	Frequency (%)
35064.5	1	< 0.1%
22507.4	1	< 0.1%
17587.7	1	< 0.1%
14543.3	1	< 0.1%
11882.5	1	< 0.1%

Men_5ind
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	1838
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.56401928
Minimum	0
Maximum	4876.2
Zeros	13381
Zeros (%)	9.4%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.9
median	4.1
Q3	11
95-th percentile	50
Maximum	4876.2
Range	4876.2
Interquartile range (IQR)	9.1

Descriptive statistics

Standard deviation	46.63181502
Coefficient of variation (CV)	3.437905391
Kurtosis	2066.065856
Mean	13.56401928
Median Absolute Deviation (MAD)	3.1
Skewness	29.74646546
Sum	1938583.2
Variance	2174.526172
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13381	9.4%
1	9399	6.6%
2	8607	6.0%
3	6671	4.7%
4	5237	3.7%
5	4123	2.9%
0.9	3770	2.6%
6	3436	2.4%
1.9	3219	2.3%
7	2767	1.9%
Other values (1828)	82311	57.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13381	9.4%
0.3	3	< 0.1%
0.4	5	< 0.1%
0.5	25	< 0.1%
0.6	115	0.1%

Value	Count	Frequency (%)
4876.2	1	< 0.1%
4819.3	1	< 0.1%
3015.7	1	< 0.1%
2341.5	1	< 0.1%
2292.8	1	< 0.1%

Men_prop
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	6657
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	111.5541054
Minimum	0
Maximum	57953.4
Zeros	466
Zeros (%)	0.3%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	10.1
Q1	22.1
median	46.7
Q3	106
95-th percentile	416
Maximum	57953.4
Range	57953.4
Interquartile range (IQR)	83.9

Descriptive statistics

Standard deviation	314.575821
Coefficient of variation (CV)	2.819939435
Kurtosis	9700.649384
Mean	111.5541054
Median Absolute Deviation (MAD)	29.8
Skewness	67.06481219
Sum	15943424.3
Variance	98957.94715
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	1378	1.0%
11	1351	0.9%
10	1206	0.8%
16	1199	0.8%
14	1198	0.8%
13	1167	0.8%
15	1117	0.8%
18	1096	0.8%
17	1026	0.7%
21	1001	0.7%
Other values (6647)	131182	91.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	466	0.3%
0.9	5	< 0.1%
1	209	0.1%
1.1	5	< 0.1%
1.8	1	< 0.1%

Value	Count	Frequency (%)
57953.4	1	< 0.1%
34039.6	1	< 0.1%
23588.9	1	< 0.1%
22183.8	1	< 0.1%
20371.8	1	< 0.1%

Men_fmp
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	2385
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.08117561
Minimum	0
Maximum	9093.1
Zeros	11043
Zeros (%)	7.7%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	15
95-th percentile	79.1
Maximum	9093.1
Range	9093.1
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	71.32303828
Coefficient of variation (CV)	3.551736196
Kurtosis	3156.857355
Mean	20.08117561
Median Absolute Deviation (MAD)	4
Skewness	36.70170808
Sum	2870021.7
Variance	5086.97579
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11043	7.7%
1	8205	5.7%
2	7474	5.2%
3	5864	4.1%
4	4662	3.3%
5	3711	2.6%
0.9	3670	2.6%
1.9	3144	2.2%
6	2960	2.1%
2.1	2749	1.9%
Other values (2375)	89439	62.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11043	7.7%
0.1	1	< 0.1%
0.3	2	< 0.1%
0.4	6	< 0.1%
0.5	27	< 0.1%

Value	Count	Frequency (%)
9093.1	1	< 0.1%
6124.1	1	< 0.1%
5826.4	1	< 0.1%
5798.7	1	< 0.1%
4344.9	1	< 0.1%

Ind_snv
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	142803
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9915978.831
Minimum	175061.4
Maximum	4203146541
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	175061.4
5-th percentile	687083.3
Q1	1547328.6
median	3459699.4
Q3	8639900.1
95-th percentile	39000481.2
Maximum	4203146541
Range	4202971480
Interquartile range (IQR)	7092571.5

Descriptive statistics

Standard deviation	30079507.17
Coefficient of variation (CV)	3.033438018
Kurtosis	3747.164745
Mean	9915978.831
Median Absolute Deviation (MAD)	2371869.9
Skewness	39.4504905
Sum	1.417201611 × 10¹²
Variance	9.047767517 × 10¹⁴
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
697518.3	3	< 0.1%
985006.5	2	< 0.1%
901680.2	2	< 0.1%
2276674.5	2	< 0.1%
1708639.9	2	< 0.1%
2068648.1	2	< 0.1%
713313.2	2	< 0.1%
18024166.8	2	< 0.1%
903788.2	2	< 0.1%
729345.3	2	< 0.1%
Other values (142793)	142900	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
175061.4	1	< 0.1%
187389.6	1	< 0.1%
233662.9	1	< 0.1%
241029.1	1	< 0.1%
242678.2	1	< 0.1%

Value	Count	Frequency (%)
4203146541	1	< 0.1%
2761941121	1	< 0.1%
2079866339	1	< 0.1%
1894615354	1	< 0.1%
1864262234	1	< 0.1%

Men_surf
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	78399
Distinct (%)	54.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16496.77038
Minimum	339.9
Maximum	8228394.1
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	339.9
5-th percentile	1493.1
Q1	3151.1
median	6525
Q3	15051.9
95-th percentile	61589.1
Maximum	8228394.1
Range	8228054.2
Interquartile range (IQR)	11900.8

Descriptive statistics

Standard deviation	47938.61002
Coefficient of variation (CV)	2.905939097
Kurtosis	7687.660736
Mean	16496.77038
Median Absolute Deviation (MAD)	4181
Skewness	58.95581701
Sum	2357734919
Variance	2298110331
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1449	22	< 0.1%
1332	22	< 0.1%
1351	19	< 0.1%
2848	18	< 0.1%
1581	18	< 0.1%
1989	18	< 0.1%
1335	18	< 0.1%
2013	18	< 0.1%
1409	18	< 0.1%
1731	18	< 0.1%
Other values (78389)	142732	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
339.9	1	< 0.1%
370	1	< 0.1%
377	1	< 0.1%
397	1	< 0.1%
402	1	< 0.1%

Value	Count	Frequency (%)
8228394.1	1	< 0.1%
5023975.1	1	< 0.1%
3772785.5	1	< 0.1%
3410381.8	1	< 0.1%
3216955.8	1	< 0.1%

Men_coll
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	5550
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	81.45318812
Minimum	0
Maximum	35958
Zeros	51127
Zeros (%)	35.8%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.7
Q3	27
95-th percentile	351.9
Maximum	35958
Range	35958
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	399.3575036
Coefficient of variation (CV)	4.902908196
Kurtosis	1238.415441
Mean	81.45318812
Median Absolute Deviation (MAD)	2.7
Skewness	23.81722998
Sum	11641371.1
Variance	159486.4157
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	51127	35.8%
1	5080	3.6%
2	4482	3.1%
3	2752	1.9%
4	2208	1.5%
0.9	2007	1.4%
5	1752	1.2%
1.1	1501	1.1%
6	1443	1.0%
2.1	1384	1.0%
Other values (5540)	69185	48.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	51127	35.8%
0.1	1	< 0.1%
0.2	2	< 0.1%
0.3	5	< 0.1%
0.4	19	< 0.1%

Value	Count	Frequency (%)
35958	1	< 0.1%
33089.1	1	< 0.1%
24416.9	1	< 0.1%
24065.8	1	< 0.1%
18033	1	< 0.1%

Men_mais
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	6741
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	108.3835518
Minimum	0
Maximum	56887.7
Zeros	1633
Zeros (%)	1.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	22.2
median	46
Q3	107.1
95-th percentile	425.1
Maximum	56887.7
Range	56887.7
Interquartile range (IQR)	84.9

Descriptive statistics

Standard deviation	291.4800175
Coefficient of variation (CV)	2.689338122
Kurtosis	11897.37071
Mean	108.3835518
Median Absolute Deviation (MAD)	29
Skewness	77.00621993
Sum	15490285.6
Variance	84960.60062
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1633	1.1%
12	1612	1.1%
11	1488	1.0%
13	1388	1.0%
14	1357	0.9%
15	1226	0.9%
16	1224	0.9%
18	1188	0.8%
17	1173	0.8%
19	1097	0.8%
Other values (6731)	129535	90.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1633	1.1%
0.8	1	< 0.1%
0.9	4	< 0.1%
1	656	0.5%
1.1	2	< 0.1%

Value	Count	Frequency (%)
56887.7	1	< 0.1%
27333.2	1	< 0.1%
26407	1	< 0.1%
22524.5	1	< 0.1%
20689.8	1	< 0.1%

Log_av45
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	4504
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	53.1438424
Minimum	0
Maximum	15848.3
Zeros	6275
Zeros (%)	4.4%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	9
median	19.8
Q3	45
95-th percentile	193
Maximum	15848.3
Range	15848.3
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	173.0520418
Coefficient of variation (CV)	3.256295254
Kurtosis	1654.106284
Mean	53.1438424
Median Absolute Deviation (MAD)	13.7
Skewness	29.14235539
Sum	7595371.1
Variance	29947.00918
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6275	4.4%
1	1930	1.4%
8	1745	1.2%
6	1717	1.2%
5	1700	1.2%
7	1692	1.2%
2	1642	1.1%
9	1637	1.1%
3	1606	1.1%
4	1583	1.1%
Other values (4494)	121394	84.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6275	4.4%
0.4	2	< 0.1%
0.5	2	< 0.1%
0.6	11	< 0.1%
0.7	39	< 0.1%

Value	Count	Frequency (%)
15848.3	1	< 0.1%
13630.9	1	< 0.1%
12797	1	< 0.1%
11540.1	1	< 0.1%
10770	1	< 0.1%

Log_45_70
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	3556
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	31.54930906
Minimum	0
Maximum	24177.4
Zeros	24499
Zeros (%)	17.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	15
95-th percentile	131
Maximum	24177.4
Range	24177.4
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	153.0955831
Coefficient of variation (CV)	4.852581171
Kurtosis	5297.935877
Mean	31.54930906
Median Absolute Deviation (MAD)	4
Skewness	45.3549009
Sum	4509058.8
Variance	23438.25757
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24499	17.1%
1	7722	5.4%
2	5467	3.8%
0.9	4058	2.8%
3	3918	2.7%
4	3012	2.1%
1.9	2741	1.9%
5	2491	1.7%
1.1	2352	1.6%
0.8	2108	1.5%
Other values (3546)	84553	59.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24499	17.1%
0.1	4	< 0.1%
0.2	14	< 0.1%
0.3	34	< 0.1%
0.4	79	0.1%

Value	Count	Frequency (%)
24177.4	1	< 0.1%
14978.4	1	< 0.1%
8202.3	1	< 0.1%
7968.3	1	< 0.1%
7618.6	1	< 0.1%

Log_70_90
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	4610
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	48.96454825
Minimum	0
Maximum	30639.3
Zeros	7362
Zeros (%)	5.2%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.1
median	12
Q3	36.7
95-th percentile	203.2
Maximum	30639.3
Range	30639.3
Interquartile range (IQR)	32.6

Descriptive statistics

Standard deviation	179.8612333
Coefficient of variation (CV)	3.673295063
Kurtosis	6728.762032
Mean	48.96454825
Median Absolute Deviation (MAD)	9.9
Skewness	51.64641536
Sum	6998062.2
Variance	32350.06325
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7362	5.2%
1	3412	2.4%
2	3397	2.4%
3	3293	2.3%
4	2974	2.1%
5	2580	1.8%
6	2249	1.6%
7	1966	1.4%
8	1853	1.3%
9	1633	1.1%
Other values (4600)	112202	78.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7362	5.2%
0.2	3	< 0.1%
0.3	6	< 0.1%
0.4	17	< 0.1%
0.5	60	< 0.1%

Value	Count	Frequency (%)
30639.3	1	< 0.1%
14989.7	1	< 0.1%
12870.5	1	< 0.1%
10922.4	1	< 0.1%
10180.2	1	< 0.1%

Log_ap90
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	4914
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	55.68561233
Minimum	0
Maximum	25544.7
Zeros	6320
Zeros (%)	4.4%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.9
Q1	5
median	14.2
Q3	46
95-th percentile	228
Maximum	25544.7
Range	25544.7
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	188.4310351
Coefficient of variation (CV)	3.383836995
Kurtosis	4405.392788
Mean	55.68561233
Median Absolute Deviation (MAD)	12
Skewness	42.58298764
Sum	7958643.4
Variance	35506.25499
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6320	4.4%
2	2929	2.0%
1	2862	2.0%
3	2831	2.0%
4	2575	1.8%
5	2312	1.6%
6	2067	1.4%
7	1881	1.3%
8	1693	1.2%
2.1	1499	1.0%
Other values (4904)	115952	81.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6320	4.4%
0.2	1	< 0.1%
0.4	11	< 0.1%
0.5	20	< 0.1%
0.6	62	< 0.1%

Value	Count	Frequency (%)
25544.7	1	< 0.1%
23528	1	< 0.1%
10412	1	< 0.1%
10319.7	1	< 0.1%
9566.4	1	< 0.1%

Log_inc
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	293
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4934278378
Minimum	0
Maximum	372.5
Zeros	115679
Zeros (%)	80.9%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	372.5
Range	372.5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.995961127
Coefficient of variation (CV)	6.071731057
Kurtosis	3694.602462
Mean	0.4934278378
Median Absolute Deviation (MAD)	0
Skewness	45.49002202
Sum	70521.2
Variance	8.975783073
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115679	80.9%
1	11458	8.0%
2	3541	2.5%
3	1644	1.2%
1.1	1565	1.1%
0.9	1285	0.9%
4	821	0.6%
1.2	734	0.5%
0.8	487	0.3%
5	459	0.3%
Other values (283)	5248	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	115679	80.9%
0.2	1	< 0.1%
0.4	2	< 0.1%
0.5	7	< 0.1%
0.6	50	< 0.1%

Value	Count	Frequency (%)
372.5	1	< 0.1%
268	2	< 0.1%
244	1	< 0.1%
220	1	< 0.1%
203	1	< 0.1%

Log_soc
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	2330
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	30.11133773
Minimum	0
Maximum	14951.8
Zeros	99444
Zeros (%)	69.6%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4.9
95-th percentile	134
Maximum	14951.8
Range	14951.8
Interquartile range (IQR)	4.9

Descriptive statistics

Standard deviation	164.2809888
Coefficient of variation (CV)	5.455785134
Kurtosis	1396.808591
Mean	30.11133773
Median Absolute Deviation (MAD)	0
Skewness	25.02301776
Sum	4303542.5
Variance	26988.24327
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	99444	69.6%
1	2144	1.5%
2	1425	1.0%
4	1304	0.9%
3	1118	0.8%
5	1053	0.7%
6	1030	0.7%
8	877	0.6%
7	865	0.6%
9	768	0.5%
Other values (2320)	32893	23.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	99444	69.6%
0.3	1	< 0.1%
0.6	3	< 0.1%
0.7	21	< 0.1%
0.8	86	0.1%

Value	Count	Frequency (%)
14951.8	1	< 0.1%
13906.2	1	< 0.1%
12850.6	1	< 0.1%
8104.2	1	< 0.1%
7502	1	< 0.1%

Ind_0_3
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	2935
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.69948293
Minimum	0
Maximum	7172.3
Zeros	10544
Zeros (%)	7.4%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.1
median	6.1
Q3	17
95-th percentile	77.5
Maximum	7172.3
Range	7172.3
Interquartile range (IQR)	14.9

Descriptive statistics

Standard deviation	67.71499029
Coefficient of variation (CV)	3.271337285
Kurtosis	1880.543409
Mean	20.69948293
Median Absolute Deviation (MAD)	5.1
Skewness	27.94668403
Sum	2958390.8
Variance	4585.31991
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10544	7.4%
2	5449	3.8%
1	5120	3.6%
3	4655	3.3%
4	3802	2.7%
0.9	3206	2.2%
5	3190	2.2%
1.9	2964	2.1%
6	2767	1.9%
2.9	2401	1.7%
Other values (2925)	98823	69.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10544	7.4%
0.1	7	< 0.1%
0.2	19	< 0.1%
0.3	28	< 0.1%
0.4	102	0.1%

Value	Count	Frequency (%)
7172.3	1	< 0.1%
6259.4	1	< 0.1%
4466.4	1	< 0.1%
4310.6	1	< 0.1%
3615.5	1	< 0.1%

Ind_4_5
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	1910
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.02307149
Minimum	0
Maximum	3904.5
Zeros	19058
Zeros (%)	13.3%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3.6
Q3	9.6
95-th percentile	41.4
Maximum	3904.5
Range	3904.5
Interquartile range (IQR)	8.6

Descriptive statistics

Standard deviation	35.08658697
Coefficient of variation (CV)	3.183013647
Kurtosis	2260.296348
Mean	11.02307149
Median Absolute Deviation (MAD)	2.8
Skewness	30.62266219
Sum	1575428.4
Variance	1231.068585
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19058	13.3%
1	9324	6.5%
2	7401	5.2%
3	5613	3.9%
0.9	4472	3.1%
4	4221	3.0%
1.9	3300	2.3%
5	3251	2.3%
6	2613	1.8%
2.9	2230	1.6%
Other values (1900)	81438	57.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	19058	13.3%
0.1	16	< 0.1%
0.2	39	< 0.1%
0.3	116	0.1%
0.4	201	0.1%

Value	Count	Frequency (%)
3904.5	1	< 0.1%
3425.1	1	< 0.1%
2428	1	< 0.1%
2392.2	1	< 0.1%
1914.3	1	< 0.1%

Ind_6_10
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	3484
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	27.63958411
Minimum	0
Maximum	10300.4
Zeros	5411
Zeros (%)	3.8%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.9
Q1	3.9
median	9.2
Q3	24
95-th percentile	103.5
Maximum	10300.4
Range	10300.4
Interquartile range (IQR)	20.1

Descriptive statistics

Standard deviation	85.00667291
Coefficient of variation (CV)	3.075540955
Kurtosis	2728.02937
Mean	27.63958411
Median Absolute Deviation (MAD)	7.1
Skewness	33.66942361
Sum	3950277
Variance	7226.134439
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5411	3.8%
2	3732	2.6%
3	3618	2.5%
1	3283	2.3%
4	3197	2.2%
5	2859	2.0%
6	2383	1.7%
7	2168	1.5%
8	1816	1.3%
1.9	1791	1.3%
Other values (3474)	112663	78.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5411	3.8%
0.1	14	< 0.1%
0.2	18	< 0.1%
0.3	67	< 0.1%
0.4	106	0.1%

Value	Count	Frequency (%)
10300.4	1	< 0.1%
8180.1	1	< 0.1%
6065.1	1	< 0.1%
5998	1	< 0.1%
5188.4	1	< 0.1%

Ind_11_17
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	4253
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	38.21694782
Minimum	0
Maximum	15722.7
Zeros	2609
Zeros (%)	1.8%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1.4
Q1	5.9
median	13.3
Q3	33.5
95-th percentile	146.5
Maximum	15722.7
Range	15722.7
Interquartile range (IQR)	27.6

Descriptive statistics

Standard deviation	115.6289344
Coefficient of variation (CV)	3.025593121
Kurtosis	3668.908364
Mean	38.21694782
Median Absolute Deviation (MAD)	9.4
Skewness	39.24576573
Sum	5462004.4
Variance	13370.05048
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2609	1.8%
3	2523	1.8%
4	2522	1.8%
2	2451	1.7%
5	2319	1.6%
6	2112	1.5%
7	1848	1.3%
1	1770	1.2%
8	1681	1.2%
9	1626	1.1%
Other values (4243)	121460	85.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2609	1.8%
0.1	2	< 0.1%
0.2	14	< 0.1%
0.3	31	< 0.1%
0.4	73	0.1%

Value	Count	Frequency (%)
15722.7	1	< 0.1%
10661.4	1	< 0.1%
9016.7	1	< 0.1%
8398.1	1	< 0.1%
7932	1	< 0.1%

Ind_18_24
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	3261
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	24.53717158
Minimum	0
Maximum	10387.3
Zeros	6695
Zeros (%)	4.7%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.7
Q1	3
median	7.9
Q3	20.5
95-th percentile	92.3
Maximum	10387.3
Range	10387.3
Interquartile range (IQR)	17.5

Descriptive statistics

Standard deviation	79.18160278
Coefficient of variation (CV)	3.227006116
Kurtosis	3334.121021
Mean	24.53717158
Median Absolute Deviation (MAD)	5.9
Skewness	37.30620204
Sum	3506877.1
Variance	6269.726219
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6695	4.7%
2	4964	3.5%
3	4524	3.2%
1	4279	3.0%
4	3839	2.7%
5	3320	2.3%
6	2754	1.9%
7	2312	1.6%
2.1	2184	1.5%
8	2088	1.5%
Other values (3251)	105962	74.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6695	4.7%
0.1	1	< 0.1%
0.2	5	< 0.1%
0.3	18	< 0.1%
0.4	48	< 0.1%

Value	Count	Frequency (%)
10387.3	1	< 0.1%
7093.8	1	< 0.1%
6636.1	1	< 0.1%
5626.6	1	< 0.1%
5269.9	1	< 0.1%

Ind_25_39
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	6020
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	80.85067485
Minimum	0
Maximum	29667.6
Zeros	730
Zeros (%)	0.5%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	3.1
Q1	10.1
median	24.8
Q3	67
95-th percentile	308.7
Maximum	29667.6
Range	29667.6
Interquartile range (IQR)	56.9

Descriptive statistics

Standard deviation	261.731971
Coefficient of variation (CV)	3.237226795
Kurtosis	2029.25141
Mean	80.85067485
Median Absolute Deviation (MAD)	17.9
Skewness	29.27942206
Sum	11555259.3
Variance	68503.62466
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	1789	1.3%
7	1677	1.2%
5	1666	1.2%
8	1666	1.2%
9	1582	1.1%
4	1571	1.1%
10	1452	1.0%
11	1388	1.0%
12	1309	0.9%
3	1299	0.9%
Other values (6010)	127522	89.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	730	0.5%
0.3	1	< 0.1%
0.4	2	< 0.1%
0.5	3	< 0.1%
0.6	15	< 0.1%

Value	Count	Frequency (%)
29667.6	1	< 0.1%
19665.6	1	< 0.1%
19113.4	1	< 0.1%
18593.5	1	< 0.1%
14420.4	1	< 0.1%

Ind_40_54
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	6222
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	89.84951827
Minimum	0
Maximum	38211.6
Zeros	73
Zeros (%)	0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	14.9
median	32.9
Q3	79.2
95-th percentile	341.6
Maximum	38211.6
Range	38211.6
Interquartile range (IQR)	64.3

Descriptive statistics

Standard deviation	267.8802498
Coefficient of variation (CV)	2.981432232
Kurtosis	4221.723562
Mean	89.84951827
Median Absolute Deviation (MAD)	22.1
Skewness	42.52525705
Sum	12841383
Variance	71759.82822
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	1432	1.0%
10	1386	1.0%
8	1382	1.0%
12	1370	1.0%
11	1334	0.9%
7	1274	0.9%
6	1255	0.9%
13	1219	0.9%
15	1173	0.8%
14	1164	0.8%
Other values (6212)	129932	90.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	73	0.1%
0.7	4	< 0.1%
0.8	7	< 0.1%
0.9	36	< 0.1%
1	91	0.1%

Value	Count	Frequency (%)
38211.6	1	< 0.1%
24651.8	1	< 0.1%
20381.1	1	< 0.1%
20371.9	1	< 0.1%
18415.6	1	< 0.1%

Ind_55_64
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	4466
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	55.50600402
Minimum	0
Maximum	27065.9
Zeros	328
Zeros (%)	0.2%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	10
median	21.1
Q3	49
95-th percentile	211
Maximum	27065.9
Range	27065.9
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	167.3383285
Coefficient of variation (CV)	3.014778877
Kurtosis	6320.091479
Mean	55.50600402
Median Absolute Deviation (MAD)	13.9
Skewness	53.39475807
Sum	7932973.6
Variance	28002.11617
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	2013	1.4%
8	1968	1.4%
5	1941	1.4%
7	1928	1.3%
9	1910	1.3%
10	1696	1.2%
11	1663	1.2%
4	1661	1.2%
12	1661	1.2%
13	1459	1.0%
Other values (4456)	125021	87.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	328	0.2%
0.6	1	< 0.1%
0.7	7	< 0.1%
0.8	35	< 0.1%
0.9	147	0.1%

Value	Count	Frequency (%)
27065.9	1	< 0.1%
16039.7	1	< 0.1%
13502.5	1	< 0.1%
13230.8	1	< 0.1%
11106.3	1	< 0.1%

Ind_65_79
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	4659
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	57.68597127
Minimum	0
Maximum	31131.2
Zeros	599
Zeros (%)	0.4%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	3.3
Q1	10
median	21
Q3	49.9
95-th percentile	225
Maximum	31131.2
Range	31131.2
Interquartile range (IQR)	39.9

Descriptive statistics

Standard deviation	183.8659652
Coefficient of variation (CV)	3.187360135
Kurtosis	7584.931382
Mean	57.68597127
Median Absolute Deviation (MAD)	14
Skewness	59.87912626
Sum	8244536.7
Variance	33806.69314
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	1950	1.4%
8	1894	1.3%
5	1860	1.3%
7	1838	1.3%
9	1790	1.3%
10	1711	1.2%
4	1662	1.2%
11	1632	1.1%
12	1607	1.1%
13	1509	1.1%
Other values (4649)	125468	87.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	599	0.4%
0.6	3	< 0.1%
0.7	11	< 0.1%
0.8	50	< 0.1%
0.9	186	0.1%

Value	Count	Frequency (%)
31131.2	1	< 0.1%
19946.7	1	< 0.1%
14162	1	< 0.1%
14058.5	1	< 0.1%
11098.6	1	< 0.1%

Ind_80p
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	2702
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	24.20527284
Minimum	0
Maximum	13562.5
Zeros	6102
Zeros (%)	4.3%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.9
Q1	3.8
median	8.1
Q3	20
95-th percentile	95.1
Maximum	13562.5
Range	13562.5
Interquartile range (IQR)	16.2

Descriptive statistics

Standard deviation	81.6771615
Coefficient of variation (CV)	3.374354093
Kurtosis	7192.214174
Mean	24.20527284
Median Absolute Deviation (MAD)	6
Skewness	57.36922218
Sum	3459441.8
Variance	6671.158711
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6102	4.3%
2	4431	3.1%
3	4238	3.0%
4	3945	2.8%
1	3921	2.7%
5	3463	2.4%
6	2958	2.1%
7	2618	1.8%
2.1	2514	1.8%
8	2437	1.7%
Other values (2692)	106294	74.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6102	4.3%
0.3	2	< 0.1%
0.4	2	< 0.1%
0.5	10	< 0.1%
0.6	40	< 0.1%

Value	Count	Frequency (%)
13562.5	1	< 0.1%
9384.5	1	< 0.1%
5771.6	1	< 0.1%
5591	1	< 0.1%
4838	1	< 0.1%

Ind_inc
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	1574
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.816569294
Minimum	0
Maximum	4806.5
Zeros	24225
Zeros (%)	16.9%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3.1
Q3	8.8
95-th percentile	39
Maximum	4806.5
Range	4806.5
Interquartile range (IQR)	7.8

Descriptive statistics

Standard deviation	31.46491732
Coefficient of variation (CV)	3.205286529
Kurtosis	4642.771652
Mean	9.816569294
Median Absolute Deviation (MAD)	2.9
Skewness	42.48430137
Sum	1402993.9
Variance	990.0410218
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24225	16.9%
1	9657	6.8%
2	7835	5.5%
3	6027	4.2%
4	4633	3.2%
1.1	4434	3.1%
5	3612	2.5%
2.1	3534	2.5%
6	3064	2.1%
0.9	2657	1.9%
Other values (1564)	73243	51.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24225	16.9%
0.2	1	< 0.1%
0.3	4	< 0.1%
0.4	12	< 0.1%
0.5	38	< 0.1%

Value	Count	Frequency (%)
4806.5	1	< 0.1%
2680.6	1	< 0.1%
2148.6	1	< 0.1%
1958.1	1	< 0.1%
1590.9	1	< 0.1%

I_pauv
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	142887
1	30
2	2
9	1
8	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	142921
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	142887	> 99.9%
1	30	< 0.1%
2	2	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	142887	> 99.9%
1	30	< 0.1%
2	2	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	142887	> 99.9%
1	30	< 0.1%
2	2	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	142921	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	142887	> 99.9%
1	30	< 0.1%
2	2	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	142921	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	142887	> 99.9%
1	30	< 0.1%
2	2	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	142921	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	142887	> 99.9%
1	30	< 0.1%
2	2	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

t_maille
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1508.716004
Minimum	200
Maximum	32000
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	200
5-th percentile	200
Q1	1000
median	1000
Q3	2000
95-th percentile	4000
Maximum	32000
Range	31800
Interquartile range (IQR)	1000

Descriptive statistics

Standard deviation	1224.362136
Coefficient of variation (CV)	0.8115259152
Kurtosis	62.02931346
Mean	1508.716004
Median Absolute Deviation (MAD)	800
Skewness	4.252917868
Sum	215627200
Variance	1499062.64
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1000	57229	40.0%
2000	48404	33.9%
200	24431	17.1%
4000	11784	8.2%
8000	986	0.7%
16000	69	< 0.1%
32000	18	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
200	24431	17.1%
1000	57229	40.0%
2000	48404	33.9%
4000	11784	8.2%
8000	986	0.7%

Value	Count	Frequency (%)
32000	18	< 0.1%
16000	69	< 0.1%
8000	986	0.7%
4000	11784	8.2%
2000	48404	33.9%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Id_carr_n	Ind	Men	Men_pauv	Men_1ind	Men_5ind	Men_prop	Men_fmp	Ind_snv	Men_surf	Men_coll	Men_mais	Log_av45	Log_45_70	Log_70_90	Log_ap90	Log_inc	Log_soc	Ind_0_3	Ind_4_5	Ind_6_10	Ind_11_17	Ind_18_24	Ind_25_39	Ind_40_54	Ind_55_64	Ind_65_79	Ind_80p	Ind_inc	t_maille
0	CRS3035RES1000mN2034000E4252000	144.0	57.0	9.0	17.0	4.9	33.2	5.0	3352210.9	4874.9	2.9	54.1	0.0	0.0	15.9	31.0	10.1	0.0	9.0	6.4	8.3	9.3	8.1	32.3	23.1	19.7	19.8	5.9	2.1	1000
1	CRS3035RES1000mN2034000E4253000	45.0	21.0	3.0	6.0	0.0	12.0	3.0	845666.2	1389.0	4.0	17.0	0.0	0.0	3.6	13.2	4.2	0.0	0.9	2.1	0.9	6.0	2.1	12.0	6.0	3.9	9.0	0.9	1.2	1000
2	CRS3035RES1000mN2035000E4252000	81.0	33.8	3.1	11.2	3.1	19.1	9.8	1713668.3	2777.1	1.0	32.8	0.0	0.0	7.0	21.9	4.9	0.0	3.0	2.3	3.9	5.8	6.4	9.7	17.6	16.1	9.8	3.1	3.3	1000
3	CRS3035RES1000mN2035000E4253000	46.0	19.9	4.0	7.1	0.9	13.1	1.9	1013579.4	1765.9	2.0	17.9	1.6	0.0	2.0	13.9	2.4	0.0	0.9	0.0	1.9	3.1	3.1	7.9	13.2	8.0	5.1	1.9	0.9	1000
4	CRS3035RES1000mN2044000E4253000	91.0	41.9	3.1	18.0	3.0	27.9	4.0	2246566.4	3280.0	8.0	33.9	11.7	2.0	13.1	10.1	5.0	0.0	2.0	2.1	5.0	4.0	3.1	16.9	16.9	14.0	19.1	7.9	0.0	1000
5	CRS3035RES1000mN2045000E4253000	72.0	29.0	11.0	12.9	3.9	11.9	3.9	1314913.8	2013.0	6.1	22.9	9.0	3.0	6.1	7.0	3.9	0.0	4.8	1.9	7.1	6.1	5.0	12.9	18.1	5.1	8.0	1.9	1.1	1000
6	CRS3035RES1000mN2047000E4243000	21.0	12.0	3.0	6.0	0.9	8.1	0.9	540135.3	1407.9	1.0	11.0	4.8	2.0	2.1	3.1	0.0	0.0	0.0	0.0	0.0	0.9	0.0	0.0	4.0	4.0	8.0	3.0	1.1	1000
7	CRS3035RES1000mN2054000E4253000	60.0	24.9	4.9	6.0	2.1	14.1	3.0	1231959.7	2462.1	8.1	16.8	1.9	2.1	6.9	14.0	0.0	0.0	0.8	0.8	3.0	6.0	6.0	4.9	19.2	8.1	6.0	3.1	2.1	1000
8	CRS3035RES1000mN2054000E4260000	1907.5	895.0	219.1	381.9	47.1	292.2	105.9	36851261.6	61480.9	755.0	140.0	126.0	258.0	281.9	202.0	27.1	51.0	93.0	53.4	102.0	157.5	90.4	373.1	434.1	227.9	221.9	133.2	21.0	1000
9	CRS3035RES1000mN2054000E4261000	246.0	116.0	32.0	46.0	5.0	35.0	14.0	4692112.5	7103.0	103.0	13.0	5.0	12.0	25.0	70.0	4.0	0.0	21.9	5.0	15.0	12.0	16.1	72.0	44.0	18.0	32.0	7.0	3.0	1000

Last rows

	Id_carr_n	Ind	Men	Men_pauv	Men_1ind	Men_5ind	Men_prop	Men_fmp	Ind_snv	Men_surf	Men_coll	Men_mais	Log_av45	Log_45_70	Log_70_90	Log_ap90	Log_inc	Log_soc	Ind_0_3	Ind_4_5	Ind_6_10	Ind_11_17	Ind_18_24	Ind_25_39	Ind_40_54	Ind_55_64	Ind_65_79	Ind_80p	Ind_inc	t_maille
142911	CRS3035RES8000mN3008000E3952000	3058.0	1249.9	167.0	376.3	102.8	730.8	113.2	6.507200e+07	119055.7	237.6	1012.3	273.4	198.2	375.0	402.3	1.0	222.0	166.6	104.7	227.9	269.2	171.4	625.4	658.0	351.0	315.8	106.8	61.2	8000
142912	CRS3035RES8000mN3016000E3504000	381.0	167.0	12.9	50.0	15.9	135.1	9.0	8.417585e+06	17272.9	2.9	164.1	91.2	11.8	21.1	41.9	1.0	0.0	11.2	6.0	28.8	29.7	13.8	58.1	78.2	58.6	60.1	29.4	7.1	8000
142913	CRS3035RES8000mN3016000E3752000	9398.5	3841.1	705.5	1055.0	290.0	2457.7	444.3	1.731954e+08	325153.9	187.0	3654.1	1966.3	598.5	573.1	698.2	5.0	534.0	438.6	283.9	622.2	912.2	597.7	1716.7	1939.1	1191.9	1141.4	415.0	139.8	8000
142914	CRS3035RES8000mN3024000E3768000	3361.5	1324.7	221.7	331.5	122.9	1043.7	115.5	6.474690e+07	130200.9	19.0	1305.7	722.5	104.5	286.7	209.0	2.0	69.9	150.6	93.6	231.6	331.1	199.3	578.0	706.1	426.4	435.5	153.2	56.1	8000
142915	CRS3035RES8000mN3024000E3904000	1342.5	612.8	127.2	220.0	38.0	377.9	82.2	2.609339e+07	58326.8	65.0	547.8	401.0	65.0	94.6	52.2	0.0	67.0	71.6	25.2	77.6	91.3	84.7	240.7	231.8	195.6	205.4	87.2	31.4	8000
142916	CRS3035RES8000mN3040000E3880000	2241.5	874.1	111.7	202.5	75.9	717.7	80.8	5.138691e+07	98168.6	27.9	846.2	581.1	26.7	116.1	150.2	0.0	19.6	91.4	47.3	161.8	200.8	104.4	397.8	482.0	317.1	284.7	107.7	46.5	8000
142917	CRS3035RES8000mN3080000E3840000	102778.0	39005.3	8957.6	10990.7	4876.2	20371.8	5826.4	1.894615e+09	3216955.8	12598.3	26407.0	15848.3	7968.3	8490.9	6615.8	82.0	12850.6	6259.4	3425.1	8180.1	10661.4	6636.1	19665.6	20381.1	11106.3	10407.5	3906.8	2148.6	8000
142918	CRS3035RES8000mN3112000E3800000	853.5	329.7	44.0	73.5	32.9	245.0	27.0	1.708881e+07	34347.9	10.0	319.7	186.4	16.5	45.6	79.8	1.4	26.9	63.4	18.9	57.0	76.2	37.9	177.4	149.1	108.2	107.3	42.1	16.0	8000
142919	CRS3035RES8000mN3128000E3768000	6888.5	2984.1	457.1	961.9	198.9	1401.9	343.9	1.366492e+08	247665.0	611.0	2373.1	492.9	745.8	1417.1	328.3	0.0	1008.0	285.9	145.0	387.3	589.5	504.6	1288.9	1384.2	985.0	921.1	265.0	132.0	8000
142920	CRS3035RES8000mN3128000E3784000	103145.5	46941.4	8013.8	17587.7	3015.7	22183.8	5798.7	2.079866e+09	3772785.5	24416.9	22524.5	9605.3	14978.4	14989.7	7290.4	77.6	14951.8	4466.4	2428.0	6065.1	9016.7	7093.8	18593.5	20371.9	13502.5	14058.5	5591.0	1958.1	8000

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows